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import pandas as pd
import numpy as np
from lets_plot import *
LetsPlot.setup_html(isolated_frame=True)import pandas as pd
import numpy as np
from lets_plot import *
LetsPlot.setup_html(isolated_frame=True)# Learn morea about Code Cells: https://quarto.org/docs/reference/cells/cells-jupyter.html
# Include and execute your code here
from palmerpenguins import load_penguins
df = load_penguins()Include the tables created from PY4DS: CH2 Data Visualization used to create the above chart (Hint: copy the code from 2.2.1. The penguins data frame and paste each in the cells below)
# Include and execute your code here
penguins = load_penguins()
penguins| species | island | bill_length_mm | bill_depth_mm | flipper_length_mm | body_mass_g | sex | year | |
|---|---|---|---|---|---|---|---|---|
| 0 | Adelie | Torgersen | 39.1 | 18.7 | 181.0 | 3750.0 | male | 2007 |
| 1 | Adelie | Torgersen | 39.5 | 17.4 | 186.0 | 3800.0 | female | 2007 |
| 2 | Adelie | Torgersen | 40.3 | 18.0 | 195.0 | 3250.0 | female | 2007 |
| 3 | Adelie | Torgersen | NaN | NaN | NaN | NaN | NaN | 2007 |
| 4 | Adelie | Torgersen | 36.7 | 19.3 | 193.0 | 3450.0 | female | 2007 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 339 | Chinstrap | Dream | 55.8 | 19.8 | 207.0 | 4000.0 | male | 2009 |
| 340 | Chinstrap | Dream | 43.5 | 18.1 | 202.0 | 3400.0 | female | 2009 |
| 341 | Chinstrap | Dream | 49.6 | 18.2 | 193.0 | 3775.0 | male | 2009 |
| 342 | Chinstrap | Dream | 50.8 | 19.0 | 210.0 | 4100.0 | male | 2009 |
| 343 | Chinstrap | Dream | 50.2 | 18.7 | 198.0 | 3775.0 | female | 2009 |
344 rows × 8 columns
include figures in chunks and discuss your findings in the figure.
# Include and execute your code here
penguins.head()| species | island | bill_length_mm | bill_depth_mm | flipper_length_mm | body_mass_g | sex | year | |
|---|---|---|---|---|---|---|---|---|
| 0 | Adelie | Torgersen | 39.1 | 18.7 | 181.0 | 3750.0 | male | 2007 |
| 1 | Adelie | Torgersen | 39.5 | 17.4 | 186.0 | 3800.0 | female | 2007 |
| 2 | Adelie | Torgersen | 40.3 | 18.0 | 195.0 | 3250.0 | female | 2007 |
| 3 | Adelie | Torgersen | NaN | NaN | NaN | NaN | NaN | 2007 |
| 4 | Adelie | Torgersen | 36.7 | 19.3 | 193.0 | 3450.0 | female | 2007 |
Recreate the example charts from PY4DS: CH2 Data Visualization of the textbook. (Hint: copy the chart code from 2.2.3. Creating a Plot, one for each cell below)
# Include and execute your code here
(
ggplot(data = penguins,
mapping = aes(x = "flipper_length_mm", y = "body_mass_g"))
+ geom_point()
)include figures in chunks and discuss your findings in the figure.
# Include and execute your code here
(
ggplot(
data= penguins,
mapping= aes(x = "flipper_length_mm" , y = "body_mass_g"))+
geom_point(
mapping = aes(color = "species", shape = "species"))+
geom_smooth(type = "lm", deg = 3, se = False)+
labs(
x= "flipper Length (mm)",
y= "Body Mass (g)",
title= "Penguin Analysis")
)# Include and execute your code here
(
ggplot(
data= penguins,
mapping= aes(x = "bill_length_mm", y= "bill_depth_mm", color= "species"))+
geom_point(mapping = aes(color = "species", shape = "species"))+
geom_smooth(type = "lm", deg = 3, se = False)
)# Include and execute your code here# Include and execute your code here